import sys | |
from typing import * | |
from torch import Tensor | |
from gradio.components import Component | |
from k_diffusion.external import CompVisDenoiser | |
from ldm.models.diffusion.ddpm import LatentDiffusion | |
from modules.processing import StableDiffusionProcessing as Processing, StableDiffusionProcessingImg2Img as ProcessingImg2Img, Processed | |
from modules.prompt_parser import MulticondLearnedConditioning, ScheduledPromptConditioning | |
from modules.extra_networks import ExtraNetworkParams | |
from modules.sd_samplers_kdiffusion import KDiffusionSampler, CFGDenoiser | |
from modules.sd_samplers_compvis import VanillaStableDiffusionSampler | |
ModuleType = type(sys) | |
Sampler = Union[KDiffusionSampler, VanillaStableDiffusionSampler] | |
Cond = MulticondLearnedConditioning | |
Uncond = List[List[ScheduledPromptConditioning]] | |
ExtraNetworkData = DefaultDict[str, List[ExtraNetworkParams]] | |
# 'c_crossattn': Tensor # prompt cond | |
# 'c_concat': Tensor # latent mask | |
# 'c_adm': Tensor # unclip | |
CondDict = Dict[str, Tensor] | |